Cachexia

恶病质
  • 文章类型: Journal Article
    肿瘤转化重新编程肿瘤和周围宿主细胞代谢,增加肿瘤微环境中的营养消耗和消耗。肿瘤从邻近的正常组织或血流中摄取营养以满足能量和合成代谢需求。肿瘤诱导的慢性炎症,一个高能量的过程,还消耗营养来维持其功能失调的活动。这些肿瘤相关的代谢和生理变化,包括慢性炎症,对全身代谢和生理产生负面影响。此外,抗肿瘤治疗的不良反应和肿瘤阻塞损害内分泌,神经,和胃肠系统,从而混淆了患者的全身状况。这些改变导致食欲下降,营养吸收受损,炎症,从合成代谢转变为分解代谢代谢。因此,癌症患者经常营养不良,这恶化了预后并增加了对继发性不良事件的易感性。这篇综述探讨了肿瘤转化如何影响肿瘤和微环境代谢和炎症。导致预后不良,并讨论了改善患者预后的潜在策略和临床干预措施。
    Neoplastic transformation reprograms tumor and surrounding host cell metabolism, increasing nutrient consumption and depletion in the tumor microenvironment. Tumors uptake nutrients from neighboring normal tissues or the bloodstream to meet energy and anabolic demands. Tumor-induced chronic inflammation, a high-energy process, also consumes nutrients to sustain its dysfunctional activities. These tumor-related metabolic and physiological changes, including chronic inflammation, negatively impact systemic metabolism and physiology. Furthermore, the adverse effects of antitumor therapy and tumor obstruction impair the endocrine, neural, and gastrointestinal systems, thereby confounding the systemic status of patients. These alterations result in decreased appetite, impaired nutrient absorption, inflammation, and shift from anabolic to catabolic metabolism. Consequently, cancer patients often suffer from malnutrition, which worsens prognosis and increases susceptibility to secondary adverse events. This review explores how neoplastic transformation affects tumor and microenvironment metabolism and inflammation, leading to poor prognosis, and discusses potential strategies and clinical interventions to improve patient outcomes.
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  • 文章类型: Journal Article
    恶病质指数(CXI),由骨骼肌组成,炎症,和营养状况,与肝细胞癌(HCC)患者的预后有关。我们假设CXI的动态变化可能与HCC的长期结果相关。
    这项研究包括2008年至2019年期间因HCC接受原发性肝切除术的131例患者。术前CXI(前CXI)和术后CXI(后CXI)通过以下公式计算:骨骼肌指数x血清白蛋白水平/中性粒细胞与淋巴细胞比率。CHI前和后分为两组(高vs.低)。我们回顾性研究了CXI围手术期动态变化与无病生存率和总生存率的关系。
    在多变量分析中,阴性HBs抗原(p=0.02),高血清PIVKA-II水平(p<0.01),肿瘤分化差(p=0.02),多发性肿瘤(p<0.01),微血管侵犯(p<0.01),部分切除(p<0.01),术后并发症(p<0.01),低cxi(p<0.01)是无病生存率的显著预测因子,虽然ICGR15较高(p=0.01),肿瘤分化差(p<0.01),多发性肿瘤(p=0.01),术后并发症(p<0.01),低-前-CXI(p<0.01),和低CXI后(p<0.01)是总生存率的显著预测因子。低cxi后与年龄相关(p=0.045),肿瘤较大(p<0.01),更长的操作时间(p=0.047),术中出血较多(p<0.01),术中输血(p<0.01)。此外,在低前CXI(p=0.02)或高前CXI(p=0.03)的各亚组患者中,CXI的动态变化与总生存期相关.
    不仅在CXI后,而且从肝切除术前到后CXI的动态变化可以成为HCC的预后指标,为积极的围手术期营养和物理干预以改善长期结局提供了令人信服的理由。
    UNASSIGNED: The cachexia index (CXI), which consists of skeletal muscle, inflammation, and nutritional status, has been associated with prognosis in patients with hepatocellular carcinoma (HCC). We hypothesized that dynamic changes in CXI might be associated with long-term outcomes in HCC.
    UNASSIGNED: This study comprised 131 patients who had undergone primary hepatic resection for HCC between 2008 and 2019. Preoperative CXI (pre-CXI) and postoperative CXI (post-CXI) were calculated by the following formula: skeletal muscle index x serum albumin level / neutrophil-to-lymphocyte ratio. Pre- and post-CXI were classified into two groups (high vs. low). We retrospectively investigated the association of perioperative dynamic changes in CXI with disease-free and overall survival.
    UNASSIGNED: In multivariate analyses, negative HBs-antigen (p = 0.02), high serum PIVKA-II level (p < 0.01), poor tumor differentiation (p = 0.02), multiple tumors (p < 0.01), microvascular invasion (p < 0.01), partial resection (p < 0.01), postoperative complications (p < 0.01), and low-pre-CXI (p < 0.01) were significant predictors of disease-free survival, while high ICGR15 (p = 0.01), poor tumor differentiation (p < 0.01), multiple tumors (p = 0.01), postoperative complications (p < 0.01), low-pre-CXI (p < 0.01), and low-post-CXI (p < 0.01) were significant predictors of overall survival. Low-post-CXI was associated with older age (p = 0.045), larger tumor (p < 0.01), longer operation time (p = 0.047), greater intraoperative bleeding (p < 0.01), and intraoperative blood transfusion (p < 0.01). Moreover, dynamic changes in CXI were associated with overall survival in each subgroup of patients with low-pre-CXI (p = 0.02) or high-pre-CXI (p = 0.03).
    UNASSIGNED: Not only post-CXI but also dynamic changes in CXI from pre- to post-hepatectomy can be a prognostic indicator of HCC, providing a compelling rationale for aggressive perioperative nutritional and physical interventions to improve long-term outcomes.
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  • 文章类型: Journal Article
    背景:对恶病质的预防和治疗具有重要意义。然而,如何识别恶习前仍然是一个挑战。
    目的:本研究旨在使用一种简单的方法来检测癌症的前病质,并区分前病质和恶病质的不同特征。
    方法:我们纳入了这项研究的3896名参与者。我们使用所有基线特征作为输入变量,并使用经过训练的机器学习(ML)模型来计算变量的重要性。根据变量的重要性过滤后,模型被重新训练。基于接收机工作特征值选择最佳模型。随后,我们使用相同的方法和过程,在非恶病质人群中,我们使用相同的方法和过程来鉴别出存在恶病质前的患者.
    结果:这项研究的参与者包括2228名男性(57.2%)和1668名女性(42.8%),其中有471人被诊断出患有孔雀病,1178患有恶病质,其余为非恶病质。恶病质最重要的特征是饮食变化,臂围,高密度脂蛋白(HDL)水平,和C反应蛋白白蛋白比(CAR)。区分恶习的最重要特征是饮食变化,血清肌酐,HDL,握力,和汽车。用于筛查恶病质和诊断恶病质的两个逻辑回归模型的曲线下面积最大,分别为0.830和0.701。校正和判定曲线表明模型具有良好的准确性。
    结论:我们开发了两个模型来识别前病质和恶病质,这将有助于临床医生检测和诊断恶习。
    BACKGROUND: Detection of precachexia is important for the prevention and treatment of cachexia. However, how to identify precachexia is still a challenge.
    OBJECTIVE: This study aimed to detect cancer precachexia using a simple method and distinguish the different characteristics of precachexia and cachexia.
    METHODS: We included 3896 participants in this study. We used all baseline characteristics as input variables and trained machine learning (ML) models to calculate the importance of the variables. After filtering the variables based on their importance, the models were retrained. The best model was selected based on the receiver operating characteristic value. Subsequently, we used the same method and process to identify patients with precachexia in a noncachexia population using the same method and process.
    RESULTS: Participants in this study included 2228 men (57.2%) and 1668 women (42.8%), of whom 471 were diagnosed with precachexia, 1178 with cachexia, and the remainder with noncachexia. The most important characteristics of cachexia were eating changes, arm circumference, high-density lipoprotein (HDL) level, and C-reactive protein albumin ratio (CAR). The most important features distinguishing precachexia were eating changes, serum creatinine, HDL, handgrip strength, and CAR. The two logistic regression models for screening for cachexia and diagnosing precachexia had the highest area under the curve values of 0.830 and 0.701, respectively. Calibration and decision curves showed that the models had good accuracy.
    CONCLUSIONS: We developed two models for identifying precachexia and cachexia, which will help clinicians detect and diagnose precachexia.
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  • 文章类型: Journal Article
    背景:癌症恶病质影响所有癌症患者的一半以上,降低生存率。迫切需要基于证据的方法来优化治疗。
    方法:进行系统评价和网络荟萃分析,以评估不同药物治疗癌症恶病质的有效性和安全性。三个数据库(PubMed,科克伦图书馆,和WebofScience)的搜索时间为2000年1月1日至2024年3月20日。使用R软件中的netmeta软件包计算合并效果,采用随机效应模型。
    结果:对涉及1421例患者的7项安慰剂对照随机试验进行分析。配对分析表明,奥氮平的体重增加为4.6kg(95%置信区间[CI]0.83-8.37kg),艾司吲哚洛尔(20mg)3.82kg(95%CI0.73-6.91kg),阿纳瑞林(100mg)为2.36kg(95%CI1.84-2.89kg),Anamorelin(50mg)为1.31kg(95%CI0.42-2.19kg)。在安全方面,与安慰剂相比,奥氮平显示出最低的比值比,在0.26(95%CI0.07-0.94),其次是0.86的anamorelin(50mg)(95%CI0.30-2.48),Anamorelin(100mg)为0.89(95%CI0.42-1.88)。然而,网络荟萃分析无法证实奥氮平在疗效和安全性方面优于阿纳瑞林.
    结论:奥氮平和阿纳瑞林对改善癌症恶病质患者的体重均有效。个性化可能对不同的患者有帮助。
    BACKGROUND: Cancer cachexia affects more than half of all cancer patients, reducing survival rates. Evidence-based approaches are urgently needed to optimize treatment.
    METHODS: A systematic review and network meta-analysis were conducted to assess the effectiveness and safety of different pharmacotherapies for cancer cachexia. Three databases (PubMed, Cochrane Library, and Web of Science) were searched for the period from January 1, 2000, to March 20, 2024. The netmeta package in R software was used to calculate the pooled effect, employing a random effects model.
    RESULTS: Seven placebo-controlled randomized trials involving 1421 patients were analyzed. Pairwise analysis showed that body weight increases were 4.6 kg (95% confidence interval [CI] 0.83-8.37 kg) for olanzapine, 3.82 kg (95% CI 0.73-6.91 kg) for espindolol (20 mg), 2.36 kg (95% CI 1.84-2.89 kg) for anamorelin (100 mg), and 1.31 kg (95% CI 0.42-2.19 kg) for anamorelin (50 mg). In terms of safety profiles, olanzapine demonstrated the lowest odds ratio when compared to placebo, at 0.26 (95% CI 0.07-0.94), followed by anamorelin (50 mg) at 0.86 (95% CI 0.30-2.48), and anamorelin (100 mg) at 0.89 (95% CI 0.42-1.88). However, network meta-analysis could not confirm the superiority of olanzapine over anamorelin in terms of efficacy and safety.
    CONCLUSIONS: Both olanzapine and anamorelin are useful in improving body weight in patients with cancer cachexia. Personalization may be helpful for different patients.
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  • 文章类型: Journal Article
    TGFβ激活的激酶-1(TAK1)在肌肉生长和肌肉萎缩期间都被磷酸化。要了解这如何导致这种相反的效果,我们首先对有和没有TAK1刺激的小鼠胚胎干细胞进行多重激酶阵列,以确定其潜在的下游靶标.然后在三种不同的模型中比较了这些靶标的磷酸化:TexelSheep的肥厚性长肌,患有癌症诱导的恶病质和C2C12衍生的肌纤维的小鼠的胫骨前肌,有和没有阻断TAK1磷酸化。在Texel绵羊和癌症引起的恶病质中,TAK1和p38的磷酸化均增加。而Texel绵羊的p90RSK增加,而恶病质却没有增加,恶病质中HSP27的磷酸化和总Jnk增加,而Texel却没有增加。为了进一步理解这一点,我们检查了这些蛋白质在C2C12细胞分化成肌管时的表达,有和没有阻断TAK1磷酸化。在C2C12细胞中,TAK1的磷酸化降低导致p38,JNK,16小时后和HSP27,三天后肌纤维肥大。然而,这种途径的持续阻断导致肌纤维衰竭,这表明TAK1激活的时间控制了上下文相关靶标的表达。
    TGFβ-activated kinase-1 (TAK1) is phosphorylated during both muscle growth and muscle wasting. To understand how this can lead to such opposite effects, we first performed multiplex kinase array of mouse embryonic stem cells with and without stimulation of TAK1 to determine its potential downstream targets. The phosphorylation of these targets was then compared in three different models: hypertrophic longissimus muscle of Texel Sheep, tibialis anterior muscle of mice with cancer-induced cachexia and C2C12-derived myofibers, with and without blockade of TAK1 phosphorylation. In both Texel sheep and in cancer-induced cachexia, phosphorylation of both TAK1 and p38 was increased. Whereas p90RSK was increased in Texel sheep but not cachexia and the phosphorylation of HSP27 and total Jnk were increased in cachexia but not Texel. To understand this further, we examined the expression of these proteins in C2C12 cells as they differentiated into myotubes, with and without blockade of TAK1 phosphorylation. In C2C12 cells, decreased phosphorylation of TAK1 leads to reduced phosphorylation of p38, JNK, and HSP27 after 16 hours and muscle fiber hypertrophy after three days. However, continuous blockade of this pathway leads to muscle fiber failure, suggesting that the timing of TAK1 activation controls the expression of context-dependent targets.
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  • 文章类型: Journal Article
    癌性恶病质是一种复杂的系统性消耗综合征。跨越能量摄入的营养机制,营养代谢,身体成分,能量平衡可能会受到影响,并可能有助于,恶病质的发展。迄今为止,恶病质的临床治疗仍然难以捉摸。依靠其他研究领域的发现和新方法可能会促进新的突破,改善营养管理和临床结果。比较和对比恶病质和肥胖的特征可能揭示恶病质研究采用肥胖研究领域公认的方法的机会。这篇综述概述了围绕癌症恶病质的已知营养机制和知识差距。并行,我们介绍了肥胖可能是同一枚硬币的另一面,以及肥胖研究如何解决类似的研究问题。我们介绍了恶病质研究如何利用营养方法来扩大我们对恶病质的理解,以改善该领域未来方向的定义和临床护理。
    Cancer cachexia is a complex systemic wasting syndrome. Nutritional mechanisms that span energy intake, nutrient metabolism, body composition, and energy balance may be impacted by, and may contribute to, the development of cachexia. To date, clinical management of cachexia remains elusive. Leaning on discoveries and novel methodologies from other fields of research may bolster new breakthroughs that improve nutritional management and clinical outcomes. Characteristics that compare and contrast cachexia and obesity may reveal opportunities for cachexia research to adopt methodology from the well-established field of obesity research. This review outlines the known nutritional mechanisms and gaps in the knowledge surrounding cancer cachexia. In parallel, we present how obesity may be a different side of the same coin and how obesity research has tackled similar research questions. We present insights into how cachexia research may utilize nutritional methodology to expand our understanding of cachexia to improve definitions and clinical care in future directions for the field.
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  • 文章类型: Journal Article
    (1)背景:系统性硬化症(SSc)患者普遍存在营养状况受损。(2)目的:本研究旨在确定SSc患者的恶病质和营养不良,并评估高蛋白口服营养补充剂(ONS)改善其营养状况的有效性。(3)材料和方法:SSc人群包括56名患者和49名健康人的对照组。基线临床评估后,生物电阻抗分析(BIA)和实验室测试,SSc患者分为营养良好,恶病质前期,和营养不良类别。营养失衡的SSc患者每天接受一次高蛋白ONS,持续3个月。在纳入研究后3个月和12个月重新评估患者。(4)结果:SSc患者,与对照组相比,具有明显较低的七分SGA值[6(0)与7(1)、p<0.001)],瘦组织质量[LTM,35.1(10.5)vs.40.1(10.10),p=0.008],和瘦组织指数[LTI,13.5(3)vs.14.9(4),p=0.009]。在56名SSc患者中,40人(71.4%)营养良好,5人(8.9%)患有恶病质前期,11人(19.7%)营养不良。恶病质前期组的高蛋白ONS稳定了SGA值,人体测量,和BIA后3个月和12个月。在营养不良的患者中,它显著提高了SGA值[5(0)vs.6(0),p=0.002],LTI[12.1(2.1)vs.12.7(3.2),p=0.021]和LTM[31.1(7.7)与35.1(9.1),p=0.021],这种效果在12个月时保持稳定。(5)结论:营养不良是SSc的常见并发症,可通过营养干预得到改善。
    (1) Background: Impaired nutritional status in systemic sclerosis (SSc) is prevalent. (2) Objective: This study aimed to identify pre-cachexia and malnutrition in SSc patients and to estimate the effectiveness of a high-protein oral nutritional supplement (ONS) in improving their nutritional status. (3) Materials and methods: The SSc population comprised 56 patients and a control group of 49 healthy persons. After a baseline clinical evaluation, bioelectrical impedance analysis (BIA), and laboratory tests, SSc patients were divided into well-nourished, pre-cachectic, and malnourished categories. SSc patients with a nutritional disbalance received a high-protein ONS once daily for 3 months. Patients were reassessed at 3 and 12 months after inclusion in the study. (4) Results: SSc patients, in comparison to the control group, had a significantly lower seven-point SGA value [6(0) vs. 7(1), p < 0.001)], lean tissue mass [LTM, 35.1 (10.5) vs. 40.1 (10.10), p = 0.008], and lean tissue index [LTI, 13.5 (3) vs. 14.9 (4), p = 0.009]. Of the 56 SSc patients, 40 (71.4%) were well nourished, 5 (8.9%) had pre-cachexia, and 11 (19.7%) were malnourished. A high-protein ONS in the pre-cachexia group stabilized the SGA value, anthropometric measurements, and BIA after 3 and 12 months. In malnourished patients, it significantly improved the SGA value [5(0) vs. 6(0), p = 0.002], LTI [12.1 (2.1) vs. 12.7 (3.2), p = 0.021] and LTM [31.1 (7.7) vs. 35.1 (9.1), p = 0.021], and that effect remained stable at 12 months. (5) Conclusion: Malnutrition is a common complication of SSc that can be improved with nutritional intervention.
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  • 文章类型: Journal Article
    癌症恶病质是晚期癌症中一种常见的使人衰弱的体重减轻综合征,尤其是肺癌。Omega-3脂肪酸,二十碳五烯酸和二十二碳六烯酸,它们的免疫调节作用,已用于改善癌症恶病质患者的营养状况。
    评估omega-3脂肪酸对体重和瘦身体/骨骼质量变化的影响,晚期非小细胞肺癌和癌性恶病质患者的健康相关生活质量评分(HRQoL)。
    来自电子数据库和未发表文献的临床试验(最后检索日期为2023年12月20日)由作者独立审查和评估其方法学质量。从符合条件的试验中提取数据,并在荟萃分析中进行分析。
    纳入6项试验。5项试验(354名患者)评估了体重的变化;2项试验(132名患者)评估了瘦身体/骨骼质量和HRQoL评分(全球健康和身体功能分量表)的变化。体重变化(平均差异[MD]:1.22,95%CI:1.05-1.38,P<.01)和HRQoL评分(全球健康[MD:14.40,95%CI:9.22-19.59,P<.01]和身体功能[MD:10.38,95%CI:8.50-12.27,P<.01]分量表)有利于omega-3脂肪酸组。瘦体/骨骼质量的变化不显著(MD:2.05,95%CI:-0.55至4.66,P=.12)。
    在晚期非小细胞肺癌和癌性恶病质患者中,补充omega-3脂肪酸会导致体重和HRQoL评分显着增加,但不会改变瘦体/骨骼质量。
    UNASSIGNED: Cancer cachexia is a common debilitating weight loss syndrome in advanced cancer, particularly lung cancer. Omega-3 fatty acids, eicosapentaenoic acid and docosahexaenoic acid, with their immune-modulating effects, have been used to improve the nutritional status of patients with cancer cachexia.
    UNASSIGNED: Evaluate the effects of omega-3 fatty acids in change in weight and lean body/skeletal mass, and health-related quality of life scores (HRQoL) in patients with advanced non-small cell lung cancer and cancer cachexia.
    UNASSIGNED: Clinical trials from electronic databases and unpublished literature (date of last search 20 December 2023) were independently reviewed and evaluated by authors for their methodological quality. Data from eligible trials were extracted and analyzed in a meta-analysis.
    UNASSIGNED: Six trials were included. Five trials (354 patients) assessed change in weight; 2 trials (132 patients) assessed change in lean body/skeletal mass and HRQoL scores (Global Health and Physical Functioning subscales). There is a significant difference in change in weight (mean difference [MD]: 1.22, 95% CI: 1.05-1.38, P < .01) and HRQoL scores (Global Health [MD: 14.40, 95% CI: 9.22-19.59, P < .01] and Physical Functioning [MD: 10.38, 95% CI: 8.50-12.27, P < .01] subscales) favoring the omega-3 fatty acids group. The change in lean body/skeletal mass is not significant (MD: 2.05, 95% CI: -0.55 to 4.66, P = .12).
    UNASSIGNED: Among patients with advanced non-small cell lung cancer and cancer cachexia, supplementation with omega-3 fatty acids leads to a significant increase in weight and HRQoL scores but not in change in lean body/skeletal mass.
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  • 文章类型: Journal Article
    药物具有可被分类为治疗效果和副作用的作用;副作用是无助于治疗益处的作用。有些副作用是中性的;其他人,经历过不受欢迎或不愉快的,被记录为不良反应。一些药物作用对某些疾病是治疗性的,对其他疾病是不利的;或者在急性疾病期间是治疗性的,在维持治疗期间是不利的。作为一个例子,当三环类抗抑郁药用于治疗抑郁症时,抗胆碱能作用可能是不利的,但当药物用于治疗腹泻的肠易激综合征时,抗胆碱能作用可能是不利的。在临床实践中,可以利用药物的副作用或副作用来管理麻烦的症状。作为一个例子,低剂量曲唑酮的镇静作用可能对一些失眠患者有用。在这样的背景下,研究已经检查了奥氮平和米氮平相关的食欲和体重的增加是否可能有效对抗与癌症和癌症化疗相关的厌食和恶病质。该受试者是重要的,因为恶病质可能存在于30%-50%的癌症患者中(在患有更晚期癌症的患者中具有更高的患病率),并且因为恶病质的存在与更高的疾病进展和死亡风险相关。许多随机对照试验(RCT)已经检查了药物干预措施,如孕激素,皮质类固醇,Anamorelin,和用于癌症相关恶病质的医用大麻;大多数结果令人失望。最近的RCT发现奥氮平(2.5mg/d,持续12周)改善食欲,体重,其他营养参数,接受化疗的局部晚期或转移性癌症患者的生活质量。另一个RCT,然而,发现米氮平(30mg/d,持续8周)在癌症和厌食症患者中没有营养或人体测量方面的增加。结论奥氮平而米氮平值得对患有厌食和恶病质的癌症患者进行进一步研究。
    Drugs have actions that may be classified as therapeutic effects and side effects; side effects are actions that do not contribute to therapeutic benefit. Some side effects are neutral; others, experienced as undesirable or unpleasant, are recorded as adverse effects. Some drug actions are therapeutic for some disorders and adverse for others; or therapeutic during acute illness and adverse during maintenance treatment. As an example, anticholinergic action may be adverse when a tricyclic antidepressant is used to treat depression but therapeutic when the drug is used to treat irritable bowel syndrome with diarrhea. In clinical practice, side or adverse effects of a drug may be leveraged to manage troublesome symptoms. As an example, the sedative effect of a low dose of trazodone may be useful for some patients with insomnia. With this background, studies have examined whether the increase in appetite and weight associated with olanzapine and mirtazapine may be effective against anorexia and cachexia associated with cancer and cancer chemotherapy. The subject is important because cachexia may be present in 30%-50% of patients with cancer (with higher prevalence in patients with more advanced cancer) and because the presence of cachexia is associated with a higher risk of disease progression and mortality. Many randomized controlled trials (RCTs) have examined pharmacologic interventions such as progestins, corticosteroids, anamorelin, and medical cannabis for cancer related cachexia; most results have been disappointing. A recent RCT found that olanzapine (2.5 mg/d for 12 weeks) improved appetite, weight, other nutritional parameters, and quality of life in patients with locally advanced or metastatic cancer treated with chemotherapy. Another RCT, however, found that mirtazapine (30 mg/d for 8 weeks) brought no nutritional or anthropometric gain in patients with cancer and anorexia. It is concluded that olanzapine but not mirtazapine merits further investigation in patients with cancer who have anorexia and cachexia.
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  • 文章类型: Journal Article
    背景:癌症相关恶病质(CAC)是一种代谢综合征,导致肺癌患者(LCP)的治疗抵抗和死亡率。CAC通常使用临床非成像标准来定义。鉴于CAC的代谢基础和[18F]氟-2-脱氧-D-葡萄糖(FDG)-正电子发射断层扫描(PET)/计算机断层扫描(CT)提供葡萄糖周转的定量信息的能力,我们评估全身(WB)PET/CT成像的有用性,作为LCP标准诊断工作的一部分,提供有关CAC发作或存在的其他信息。
    方法:这项多中心研究包括345名接受WB[18F]FDG-PET/CT成像的LCP,用于初始临床分期。使用根据体重指数调整的体重减轻分级系统(WLGS)将LCP分类为“无CAC”(治疗前基线和首次随访时的WLGS-0/1:N=158,51F/107M),“DevCAC”(基线时WLGS-0/1,随访时WLGS-3/4:N=90,34F/56M),和\'CAC\'(基线处的WLGS-3/4:N=97,31F/66M)。对于每个CAC类别,平均标准化摄取值(SUV)标准化主动脉摄取()和CT定义的体积提取腹部和内脏器官,肌肉,使用基线[18F]FDG-PET/CT图像的自动图像分割和脂肪组织。对来自实验室测试的成像和非成像参数进行统计学比较。然后训练机器学习(ML)模型将LCP分类为“无CAC”,\'DevCAC\',和\'CAC\'基于他们的成像参数。采用SHapley加性移植(SHAP)分析来确定每位患者CAC发展的关键因素。
    结果:三个CAC类别显示了<下主动脉>的多器官差异。在所有靶器官中,与“无CAC”相比,“CAC”队列中的<下主动脉>更高(P<0.01),除了肝脏和肾脏,其中“CAC”中的减少了5%。“DevCAC”队列显示胰腺<下主动脉>有少量但显著的增加(+4%),骨骼肌(+7%),皮下脂肪组织(+11%),和内脏脂肪组织(+15%)。在\'CAC\'患者中,在<下主动脉>与脂肪组织体积之间鉴定出强的负Spearman相关性(ρ=-0.8)。机器学习模型在基线上以81%的准确率识别出“CAC”,突出显示脾脏的<下主动脉>,胰腺,肝脏,和脂肪组织是最相关的特征。在对“DevCAC”和“NoCAC”进行分类时,模型性能次优(54%)。
    结论:WB[18F]FDG-PET/CT成像揭示了有和没有CAC的LCP多器官代谢的分组差异,从而突出恶病质患者的全身代谢异常症状。根据回顾性队列,我们的ML模型以良好的准确性识别了CAC患者.然而,在发生CAC的患者中,其表现欠佳。一个潜在的,多中心研究已经开始,以解决本回顾性分析的局限性.
    BACKGROUND: Cancer-associated cachexia (CAC) is a metabolic syndrome contributing to therapy resistance and mortality in lung cancer patients (LCP). CAC is typically defined using clinical non-imaging criteria. Given the metabolic underpinnings of CAC and the ability of [18F]fluoro-2-deoxy-D-glucose (FDG)-positron emission tomography (PET)/computer tomography (CT) to provide quantitative information on glucose turnover, we evaluate the usefulness of whole-body (WB) PET/CT imaging, as part of the standard diagnostic workup of LCP, to provide additional information on the onset or presence of CAC.
    METHODS: This multi-centre study included 345 LCP who underwent WB [18F]FDG-PET/CT imaging for initial clinical staging. A weight loss grading system (WLGS) adjusted to body mass index was used to classify LCP into \'No CAC\' (WLGS-0/1 at baseline prior treatment and at first follow-up: N = 158, 51F/107M), \'Dev CAC\' (WLGS-0/1 at baseline and WLGS-3/4 at follow-up: N = 90, 34F/56M), and \'CAC\' (WLGS-3/4 at baseline: N = 97, 31F/66M). For each CAC category, mean standardized uptake values (SUV) normalized to aorta uptake () and CT-defined volumes were extracted for abdominal and visceral organs, muscles, and adipose-tissue using automated image segmentation of baseline [18F]FDG-PET/CT images. Imaging and non-imaging parameters from laboratory tests were compared statistically. A machine-learning (ML) model was then trained to classify LCP as \'No CAC\', \'Dev CAC\', and \'CAC\' based on their imaging parameters. SHapley Additive exPlanations (SHAP) analysis was employed to identify the key factors contributing to CAC development for each patient.
    RESULTS: The three CAC categories displayed multi-organ differences in . In all target organs, was higher in the \'CAC\' cohort compared with \'No CAC\' (P < 0.01), except for liver and kidneys, where in \'CAC\' was reduced by 5%. The \'Dev CAC\' cohort displayed a small but significant increase in of pancreas (+4%), skeletal-muscle (+7%), subcutaneous adipose-tissue (+11%), and visceral adipose-tissue (+15%). In \'CAC\' patients, a strong negative Spearman correlation (ρ = -0.8) was identified between and volumes of adipose-tissue. The machine-learning model identified \'CAC\' at baseline with 81% of accuracy, highlighting of spleen, pancreas, liver, and adipose-tissue as most relevant features. The model performance was suboptimal (54%) when classifying \'Dev CAC\' versus \'No CAC\'.
    CONCLUSIONS: WB [18F]FDG-PET/CT imaging reveals groupwise differences in the multi-organ metabolism of LCP with and without CAC, thus highlighting systemic metabolic aberrations symptomatic of cachectic patients. Based on a retrospective cohort, our ML model identified patients with CAC with good accuracy. However, its performance in patients developing CAC was suboptimal. A prospective, multi-centre study has been initiated to address the limitations of the present retrospective analysis.
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